{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c986dcbe-d925-4bb0-835d-e705722bf2f6",
   "metadata": {},
   "source": [
    "Chapter 27\n",
    "# 主成分分析\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "da7e2b25-5b7e-42f9-86dc-4361ba7a9d37",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader as pdr\n",
    "# pip install pandas_datareader\n",
    "import seaborn as sns\n",
    "import statsmodels.multivariate.pca as pca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "15ca1de1-434a-41b2-9d40-ab3677c612e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 下载数据\n",
    "df = pdr.data.DataReader(['DGS6MO','DGS1',\n",
    "                          'DGS2','DGS5',\n",
    "                          'DGS7','DGS10',\n",
    "                          'DGS20','DGS30'], \n",
    "                          data_source='fred', \n",
    "                          start='01-01-2022', \n",
    "                          end='12-31-2022')\n",
    "df = df.dropna()\n",
    "# 如果无法下载数据，请用pandas.read_csv() 读取配套文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0b9799ee-c1d8-46b6-aa18-180afab92852",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 修改数据帧列标签\n",
    "df = df.rename(columns={'DGS6MO': '0.5 yr', \n",
    "                        'DGS1': '1 yr',\n",
    "                        'DGS2': '2 yr',\n",
    "                        'DGS5': '5 yr',\n",
    "                        'DGS7': '7 yr',\n",
    "                        'DGS10': '10 yr',\n",
    "                        'DGS20': '20 yr',\n",
    "                        'DGS30': '30 yr'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f2789d07-e161-43cd-b108-e491fee089cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x206fd3972e0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制利率走势\n",
    "fig, ax = plt.subplots(figsize = (6,3))\n",
    "sns.lineplot(df,markers=False,dashes=False,\n",
    "             palette = \"husl\",ax = ax)\n",
    "ax.legend(loc='lower right',ncol=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "faa75f7f-400b-454f-9bda-e52d76f19ac1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算日收益率\n",
    "X_df = df.pct_change()\n",
    "X_df = X_df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2007ef46-82d3-498c-b000-711bdf889e1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x206800829e0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化收益率\n",
    "fig, ax = plt.subplots(figsize = (6,3))\n",
    "sns.lineplot(X_df,markers=False, \n",
    "             dashes=False,palette = \"husl\",ax = ax)\n",
    "ax.legend(loc='upper right',ncol=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e33ea4ea-bedf-4683-b193-6cb8ba56d08b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2068014d000>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x2000 with 44 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 成对特征散点图\n",
    "sns.pairplot(X_df, corner=True, diag_kind=\"kde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e3e3d393-c11d-4c45-b74b-d375b081b426",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 相关性系数矩阵\n",
    "C = X_df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ae2a5df4-ce65-44a0-a141-778075b244ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "sns.heatmap(C, ax = ax, \n",
    "            annot=True,\n",
    "            cmap = 'RdYlBu_r', \n",
    "            square = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fea12be9-37ab-477d-bb54-493f4e679e35",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 主成分分析\n",
    "pca_model = pca.PCA(X_df, standardize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cb499fb8-b02d-4607-912c-6bc8b3e6c20d",
   "metadata": {},
   "outputs": [],
   "source": [
    "variance_V = pca_model.eigenvals \n",
    "# 计算主成分的方差解释比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "23e9b012-56cc-450e-8fc4-e26d9a207691",
   "metadata": {},
   "outputs": [],
   "source": [
    "explained_var_ratio = variance_V / variance_V.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "62c2ea61-30f3-426e-99dd-3d286ec82eb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "PC_range = np.arange(len(variance_V)) + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f1bd661e-2a7f-4efc-8307-ad0a8aec30ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = ['$PC_' + str(index) + '$' for index in PC_range]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "98e6bed4-8862-4e57-b53d-2539edaae990",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9, 8.1)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 陡坡图\n",
    "fig, ax1 = plt.subplots(figsize = (6,3))\n",
    "\n",
    "ax1.plot(PC_range, variance_V, 'b', marker = 'x')\n",
    "ax1.set_xlabel('Principal Component')\n",
    "ax1.set_ylabel('Eigen value $\\lambda$ (PC variance)', color='b')\n",
    "ax1.set_ylim(0,1600); ax1.set_xticks(PC_range)\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(PC_range, np.cumsum(explained_var_ratio)*100, \n",
    "         'r', marker = 'x')\n",
    "ax2.set_ylabel('Cumulative ratio of explained variance (%)',\n",
    "               color='r')\n",
    "ax2.set_ylim(20,100)\n",
    "ax2.set_xlim(PC_range.min() - 0.1,PC_range.max() + 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c87a132f-963b-4afc-8ef6-121f08784a9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# PCA载荷\n",
    "loadings= pca_model.loadings[['comp_0','comp_1','comp_2']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3cfe6772-d15c-47eb-b19f-79dbfa96e895",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x20680630a60>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,4))\n",
    "sns.lineplot(data=loadings,\n",
    "             markers=True, dashes=False, palette = \"husl\")\n",
    "plt.axhline(y=0, color='r', linestyle='-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ed338074-a674-42e1-b24d-f4270120fc84",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用前3主成分获得还原数据\n",
    "X_df_ = pca_model.project(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "efb85fd1-23fb-40eb-bd84-991d4abc8c26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 比较原始数据和还原数据\n",
    "# 线图\n",
    "fig, axes = plt.subplots(4,2,figsize=(4,8))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for col_idx, ax_idx in zip(list(X_df_.columns),axes):\n",
    "    sns.lineplot(X_df_[col_idx],ax = ax_idx)\n",
    "    sns.lineplot(X_df[col_idx],ax = ax_idx) \n",
    "    sns.lineplot(X_df[col_idx] - X_df_[col_idx], \n",
    "                 c = 'k', ax = ax_idx) \n",
    "    ax_idx.set_xticks([]); ax_idx.set_yticks([])\n",
    "    ax_idx.axhline(y = 0, c = 'k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "df7a6e72-8dc1-4e6d-868e-7b63ff965ae3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图\n",
    "fig, axes = plt.subplots(4,2,figsize=(4,8))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for col_idx, ax_idx in zip(list(X_df_.columns),axes):\n",
    "    sns.scatterplot(x = X_df_[col_idx],\n",
    "                    y = X_df[col_idx], \n",
    "                    ax = ax_idx)\n",
    "    ax_idx.plot([-0.3, 0.3],[-0.3, 0.3],c = 'r')\n",
    "    ax_idx.set_aspect('equal', adjustable='box')\n",
    "    ax_idx.set_xticks([]); ax_idx.set_yticks([])\n",
    "    ax_idx.set_xlim(-0.3, 0.3); ax_idx.set_ylim(-0.3, 0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9a68cff-9724-4e5b-a5e5-6a25e32b58ac",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "84263a97-59c2-42e0-bd59-5bdb62724ae4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
